- import logging
 - import time
 - 
 - import click
 - from celery import shared_task
 - from sqlalchemy import select
 - 
 - from core.rag.index_processor.index_processor_factory import IndexProcessorFactory
 - from extensions.ext_database import db
 - from extensions.ext_redis import redis_client
 - from libs.datetime_utils import naive_utc_now
 - from models.dataset import Document, DocumentSegment
 - 
 - logger = logging.getLogger(__name__)
 - 
 - 
 - @shared_task(queue="dataset")
 - def remove_document_from_index_task(document_id: str):
 -     """
 -     Async Remove document from index
 -     :param document_id: document id
 - 
 -     Usage: remove_document_from_index.delay(document_id)
 -     """
 -     logger.info(click.style(f"Start remove document segments from index: {document_id}", fg="green"))
 -     start_at = time.perf_counter()
 - 
 -     document = db.session.query(Document).where(Document.id == document_id).first()
 -     if not document:
 -         logger.info(click.style(f"Document not found: {document_id}", fg="red"))
 -         db.session.close()
 -         return
 - 
 -     if document.indexing_status != "completed":
 -         logger.info(click.style(f"Document is not completed, remove is not allowed: {document_id}", fg="red"))
 -         db.session.close()
 -         return
 - 
 -     indexing_cache_key = f"document_{document.id}_indexing"
 - 
 -     try:
 -         dataset = document.dataset
 - 
 -         if not dataset:
 -             raise Exception("Document has no dataset")
 - 
 -         index_processor = IndexProcessorFactory(document.doc_form).init_index_processor()
 - 
 -         segments = db.session.scalars(select(DocumentSegment).where(DocumentSegment.document_id == document.id)).all()
 -         index_node_ids = [segment.index_node_id for segment in segments]
 -         if index_node_ids:
 -             try:
 -                 index_processor.clean(dataset, index_node_ids, with_keywords=True, delete_child_chunks=False)
 -             except Exception:
 -                 logger.exception("clean dataset %s from index failed", dataset.id)
 -         # update segment to disable
 -         db.session.query(DocumentSegment).where(DocumentSegment.document_id == document.id).update(
 -             {
 -                 DocumentSegment.enabled: False,
 -                 DocumentSegment.disabled_at: naive_utc_now(),
 -                 DocumentSegment.disabled_by: document.disabled_by,
 -                 DocumentSegment.updated_at: naive_utc_now(),
 -             }
 -         )
 -         db.session.commit()
 - 
 -         end_at = time.perf_counter()
 -         logger.info(click.style(f"Document removed from index: {document.id} latency: {end_at - start_at}", fg="green"))
 -     except Exception:
 -         logger.exception("remove document from index failed")
 -         if not document.archived:
 -             document.enabled = True
 -             db.session.commit()
 -     finally:
 -         redis_client.delete(indexing_cache_key)
 -         db.session.close()
 
 
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